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andresrogers/README.md

πŸ‘‹ Hi, I'm Andres Rogers

Senior Data Scientist | AI Innovator | ML Strategist | MSc. Civil Engineer

πŸ“§ [email protected] | πŸ’Ό LinkedIn


πŸš€ About Me

Senior Data Scientist with 12+ years in data-driven engineering and 5+ years leading AI & ML initiatives across biotech, finance, aviation, and manufacturing. I transform complex data into business-ready AI solutions that deliver measurable impact.

Current Role: Senior Data Scientist @ FPInnovations (Canada) - Building ML solutions for industrial processes and operations

Open to: U.S.-based contractor opportunities via personal LLC


πŸ’Ό Impact Highlights

  • 🎯 US$3M ARR increase through dynamic pricing models at LATAM Airlines
  • πŸ“Š Churn & marketing propensity models increasing customer retention and boosting marketing ROI at LATAM Airlines
  • πŸ“‰ Reduced forecasting error from 20% to 9.5% using ensemble time-series models at LATAM Airlines
  • πŸ”§ Built AI agents for automated technical documentation generation at LATAM Airlines
  • 🏭 Predictive maintenance models reducing unplanned downtime in industrial manufacturing
  • πŸ“° NLP sentiment analysis using FinBERT for financial news classification and market intelligence at BNamericas
  • 🀝 Collaborative filtering recommender system from scratch for personalized Business Intelligence at scale
  • πŸ’Ž 12% conversion rate boost via dynamic pricing in e-commerce
  • ⛏️ 7% copper yield increase through simulation optimization

πŸ› οΈ Tech Stack

Languages & Core Tools

Python SQL Jupyter Git Docker PySpark R

ML & AI

PyTorch TensorFlow Keras Scikit-learn HuggingFace LangChain

Frameworks: XGBoost, LightGBM, Pandas, NumPy, SARIMAX, Prophet
AI Techniques: Forecasting, Classification, NLP, Generative AI, LLMs, RAG, Agent-Based Automation
Vector DBs: ChromaDB, Pinecone

Cloud & DevOps

GCP AWS Azure Docker

Tools: BigQuery, VertexAI, AWS SageMaker, CI/CD pipelines

Specialized Skills

  • Data Visualization & Business Intelligence
  • A/B Testing & Statistical Analysis
  • Bioinformatics & Genomic Classification
  • Agile Methodologies

πŸŽ“ Education

University of Chile – Faculty of Physical and Mathematical Sciences

  • πŸŽ“ Master of Science in Chemical Engineering – Summa Cum Laude
  • πŸŽ“ Civil Engineering with Biotechnology Mention – Summa Cum Laude

πŸ“Š Key Projects & Experience

🏭 FPInnovations (2025 – Present)

Building predictive maintenance and anomaly detection models for industrial forestry manufacturing, optimizing boiler systems and kilns

✈️ LATAM Airlines (2022 – 2025)

  • Developed AI agent for automated technical documentation
  • Built ensemble forecasting models reducing error by 53%
  • Deployed dynamic pricing models adding $3M ARR
  • Created propensity models for customer retention

πŸ“° BNamericas (2021 – 2022)

  • Applied FinBERT & RoBERTa transformers for sentiment analysis
  • Built collaborative filtering recommender system from scratch

πŸ’Ž MAO Fine Jewelry E-Commerce (2017 – 2021)

Implemented dynamic pricing integrated within e-commerce UX, increasing conversion rates by 12%

🧬 Biotech R&D (2015 – 2017)

  • Designed solar-powered bioreactors
  • Developed medical device MVPs for stem cell extraction
  • Created ML models for genomic classification (88.8% sensitivity)

⛏️ GEOTECHNOS (2012 – 2015)

Chemical/Process Engineer developing mathematical simulations for copper leaching plants, optimizing mining operations


🌐 Languages

πŸ‡ͺπŸ‡Έ Spanish (Native) | πŸ‡¬πŸ‡§ English (Advanced - IELTS 8.0/9.0)


πŸ“« Let's Connect


πŸ’‘ Turning complex data into AI-powered solutions that drive measurable business impact

Pinned Loading

  1. ai-clinical-trials-rag ai-clinical-trials-rag Public

    RAG-powered clinical trial success predictor for AI drug discovery

    Jupyter Notebook 1

  2. airbnb_bookings_price_demand_elasticity_pyspark airbnb_bookings_price_demand_elasticity_pyspark Public

    Airbnb Pricing & Demand Forecasting (PySpark)

    Jupyter Notebook

  3. Predict_Flight_Delays Predict_Flight_Delays Public

    Machine Learning Model to predict probability of delay for flights landing and taking off from SCL airport

    Jupyter Notebook

  4. tensorflow2 tensorflow2 Public

    Forked from joanby/tensorflow2

    Curso de Tensorflow 2

    Jupyter Notebook

  5. ia-course ia-course Public

    Forked from joanby/ia-course

    Jupyter Notebook

  6. handson-ml3 handson-ml3 Public

    Forked from ageron/handson-ml3

    A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

    Jupyter Notebook